{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:Setting up a new session...\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import visdom\n",
    "import numpy as np\n",
    "viz = visdom.Visdom(port=8097, server=\"127.0.0.1\",env=\"gruAQI\")\n",
    "# line updates\n",
    "loss_win = viz.line(np.arange(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>日期</th>\n",
       "      <th>AQI</th>\n",
       "      <th>质量等级</th>\n",
       "      <th>PM2.5</th>\n",
       "      <th>PM10</th>\n",
       "      <th>SO2</th>\n",
       "      <th>CO</th>\n",
       "      <th>NO2</th>\n",
       "      <th>O3_8h</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018/5/29</td>\n",
       "      <td>114</td>\n",
       "      <td>轻度污染</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.8</td>\n",
       "      <td>61</td>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018/5/30</td>\n",
       "      <td>88</td>\n",
       "      <td>良</td>\n",
       "      <td>62</td>\n",
       "      <td>126</td>\n",
       "      <td>13</td>\n",
       "      <td>0.8</td>\n",
       "      <td>59</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018/5/31</td>\n",
       "      <td>90</td>\n",
       "      <td>良</td>\n",
       "      <td>34</td>\n",
       "      <td>60</td>\n",
       "      <td>11</td>\n",
       "      <td>0.6</td>\n",
       "      <td>34</td>\n",
       "      <td>148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018/6/1</td>\n",
       "      <td>62</td>\n",
       "      <td>良</td>\n",
       "      <td>44</td>\n",
       "      <td>66</td>\n",
       "      <td>8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>38</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018/6/2</td>\n",
       "      <td>75</td>\n",
       "      <td>良</td>\n",
       "      <td>54</td>\n",
       "      <td>78</td>\n",
       "      <td>9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>47</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          日期  AQI  质量等级  PM2.5  PM10  SO2   CO  NO2  O3_8h\n",
       "0  2018/5/29  114  轻度污染      0     0   18  0.8   61    154\n",
       "1  2018/5/30   88     良     62   126   13  0.8   59    125\n",
       "2  2018/5/31   90     良     34    60   11  0.6   34    148\n",
       "3   2018/6/1   62     良     44    66    8  0.7   38    112\n",
       "4   2018/6/2   75     良     54    78    9  1.0   47     98"
      ]
     },
     "execution_count": 285,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"./data/pm2.5.csv\",encoding=\"utf-8\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>日期</th>\n",
       "      <th>AQI</th>\n",
       "      <th>PM2.5</th>\n",
       "      <th>PM10</th>\n",
       "      <th>SO2</th>\n",
       "      <th>CO</th>\n",
       "      <th>NO2</th>\n",
       "      <th>O3_8h</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018/5/29</td>\n",
       "      <td>114</td>\n",
       "      <td>-1.766326</td>\n",
       "      <td>-1.879344</td>\n",
       "      <td>5.196942</td>\n",
       "      <td>-0.389461</td>\n",
       "      <td>1.361918</td>\n",
       "      <td>1.359118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018/5/30</td>\n",
       "      <td>88</td>\n",
       "      <td>0.740471</td>\n",
       "      <td>1.513438</td>\n",
       "      <td>2.686342</td>\n",
       "      <td>-0.389461</td>\n",
       "      <td>1.211106</td>\n",
       "      <td>0.790299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018/5/31</td>\n",
       "      <td>90</td>\n",
       "      <td>-0.391631</td>\n",
       "      <td>-0.263734</td>\n",
       "      <td>1.682102</td>\n",
       "      <td>-1.373363</td>\n",
       "      <td>-0.674047</td>\n",
       "      <td>1.241431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018/6/1</td>\n",
       "      <td>62</td>\n",
       "      <td>0.012691</td>\n",
       "      <td>-0.102172</td>\n",
       "      <td>0.175742</td>\n",
       "      <td>-0.881412</td>\n",
       "      <td>-0.372422</td>\n",
       "      <td>0.535311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018/6/2</td>\n",
       "      <td>75</td>\n",
       "      <td>0.417013</td>\n",
       "      <td>0.220950</td>\n",
       "      <td>0.677862</td>\n",
       "      <td>0.594441</td>\n",
       "      <td>0.306233</td>\n",
       "      <td>0.260709</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          日期  AQI     PM2.5      PM10       SO2        CO       NO2     O3_8h\n",
       "0  2018/5/29  114 -1.766326 -1.879344  5.196942 -0.389461  1.361918  1.359118\n",
       "1  2018/5/30   88  0.740471  1.513438  2.686342 -0.389461  1.211106  0.790299\n",
       "2  2018/5/31   90 -0.391631 -0.263734  1.682102 -1.373363 -0.674047  1.241431\n",
       "3   2018/6/1   62  0.012691 -0.102172  0.175742 -0.881412 -0.372422  0.535311\n",
       "4   2018/6/2   75  0.417013  0.220950  0.677862  0.594441  0.306233  0.260709"
      ]
     },
     "execution_count": 293,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#删除没有用的字段\n",
    "del df[\"质量等级\"]\n",
    "#Z-Score标准换\n",
    "features = df[[\"PM2.5\",\"PM10\",\"SO2\",\"CO\",\"NO2\",\"O3_8h\"]]\n",
    "df[[\"PM2.5\",\"PM10\",\"SO2\",\"CO\",\"NO2\",\"O3_8h\"]] = (features-features.mean())/features.std()\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "日期       360\n",
       "AQI      360\n",
       "PM2.5    360\n",
       "PM10     360\n",
       "SO2      360\n",
       "CO       360\n",
       "NO2      360\n",
       "O3_8h    360\n",
       "dtype: int64"
      ]
     },
     "execution_count": 294,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AQI</th>\n",
       "      <th>PM2.5</th>\n",
       "      <th>PM10</th>\n",
       "      <th>SO2</th>\n",
       "      <th>CO</th>\n",
       "      <th>NO2</th>\n",
       "      <th>O3_8h</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>360.000000</td>\n",
       "      <td>3.600000e+02</td>\n",
       "      <td>3.600000e+02</td>\n",
       "      <td>3.600000e+02</td>\n",
       "      <td>3.600000e+02</td>\n",
       "      <td>3.600000e+02</td>\n",
       "      <td>3.600000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>78.522222</td>\n",
       "      <td>-3.863615e-17</td>\n",
       "      <td>7.617364e-17</td>\n",
       "      <td>-2.221988e-15</td>\n",
       "      <td>-1.347687e-16</td>\n",
       "      <td>1.770189e-16</td>\n",
       "      <td>-5.674473e-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>31.177800</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>27.000000</td>\n",
       "      <td>-1.766326e+00</td>\n",
       "      <td>-1.879344e+00</td>\n",
       "      <td>-2.334858e+00</td>\n",
       "      <td>-1.865314e+00</td>\n",
       "      <td>-2.182169e+00</td>\n",
       "      <td>-1.484977e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>55.000000</td>\n",
       "      <td>-7.555209e-01</td>\n",
       "      <td>-7.214899e-01</td>\n",
       "      <td>-8.284979e-01</td>\n",
       "      <td>-8.814120e-01</td>\n",
       "      <td>-7.494528e-01</td>\n",
       "      <td>-7.788570e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>72.000000</td>\n",
       "      <td>-1.692538e-01</td>\n",
       "      <td>-1.290993e-01</td>\n",
       "      <td>1.757420e-01</td>\n",
       "      <td>1.024898e-01</td>\n",
       "      <td>-3.309490e-02</td>\n",
       "      <td>-2.394597e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>95.000000</td>\n",
       "      <td>4.978778e-01</td>\n",
       "      <td>6.046573e-01</td>\n",
       "      <td>6.778619e-01</td>\n",
       "      <td>5.944407e-01</td>\n",
       "      <td>6.832630e-01</td>\n",
       "      <td>6.726121e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>205.000000</td>\n",
       "      <td>4.500667e+00</td>\n",
       "      <td>4.825441e+00</td>\n",
       "      <td>5.196942e+00</td>\n",
       "      <td>4.038097e+00</td>\n",
       "      <td>3.096258e+00</td>\n",
       "      <td>2.967502e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              AQI         PM2.5          PM10           SO2            CO  \\\n",
       "count  360.000000  3.600000e+02  3.600000e+02  3.600000e+02  3.600000e+02   \n",
       "mean    78.522222 -3.863615e-17  7.617364e-17 -2.221988e-15 -1.347687e-16   \n",
       "std     31.177800  1.000000e+00  1.000000e+00  1.000000e+00  1.000000e+00   \n",
       "min     27.000000 -1.766326e+00 -1.879344e+00 -2.334858e+00 -1.865314e+00   \n",
       "25%     55.000000 -7.555209e-01 -7.214899e-01 -8.284979e-01 -8.814120e-01   \n",
       "50%     72.000000 -1.692538e-01 -1.290993e-01  1.757420e-01  1.024898e-01   \n",
       "75%     95.000000  4.978778e-01  6.046573e-01  6.778619e-01  5.944407e-01   \n",
       "max    205.000000  4.500667e+00  4.825441e+00  5.196942e+00  4.038097e+00   \n",
       "\n",
       "                NO2         O3_8h  \n",
       "count  3.600000e+02  3.600000e+02  \n",
       "mean   1.770189e-16 -5.674473e-17  \n",
       "std    1.000000e+00  1.000000e+00  \n",
       "min   -2.182169e+00 -1.484977e+00  \n",
       "25%   -7.494528e-01 -7.788570e-01  \n",
       "50%   -3.309490e-02 -2.394597e-01  \n",
       "75%    6.832630e-01  6.726121e-01  \n",
       "max    3.096258e+00  2.967502e+00  "
      ]
     },
     "execution_count": 295,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df= df[:300]\n",
    "test_df = df[300:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "index = range(0,df.count()[0])\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.ylabel(\"AQI\")\n",
    "plt.xlabel(\"TIME\")\n",
    "plt.plot(range(0,300),df[\"AQI\"][:300],\"-.\")\n",
    "plt.plot(range(300,360),df[\"AQI\"][300:])\n",
    "plt.legend([\"Train\",\"Test\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GRU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [],
   "source": [
    "bins = 60            # RNN时间步长\n",
    "input_dim = 6       # RNN输入尺寸\n",
    "lr = 0.001            # 初始学习率\n",
    "epochs = 1000        # 轮数\n",
    "hidden_size=128       # 隐藏层神经元个数\n",
    "num_layers = 2       # 神经元层数\n",
    "bidirectional = True #双向循环\n",
    "batch_size = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [],
   "source": [
    "class GRUAQI(nn.Module):\n",
    "    def __init__(self,input_dim,hidden_size,num_layers,bidirectional,power):\n",
    "        super().__init__()\n",
    "        self.input_dim = input_dim\n",
    "        self.hidden_size = hidden_size\n",
    "        self.num_layers = num_layers\n",
    "        self.gru = nn.GRU(\n",
    "            input_size=input_dim,\n",
    "            hidden_size=hidden_size,\n",
    "            num_layers=num_layers,\n",
    "            bidirectional=bidirectional\n",
    "        )\n",
    "        self.out = nn.Linear(hidden_size*power,1)\n",
    "\n",
    "    def forward(self, x, h):\n",
    "        r_out, h_state = self.gru(x,h)\n",
    "        outs = [] \n",
    "        for record in range(r_out.size(1)):\n",
    "            out = self.out(r_out[:, record, :])            \n",
    "            outs.append(out)\n",
    "        return torch.stack(outs, dim=1), h_state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss:2906.59350586\n",
      "loss:1468.35009766\n",
      "loss:886.01312256\n",
      "loss:698.11871338\n",
      "loss:651.92736816\n",
      "loss:373.77902222\n",
      "loss:255.26251221\n",
      "loss:171.51268005\n",
      "loss:126.41258240\n",
      "loss:104.35797882\n",
      "loss:66.76502991\n",
      "loss:50.48889923\n",
      "loss:35.01764679\n",
      "loss:26.25419235\n",
      "loss:20.24172592\n",
      "loss:12.82449436\n",
      "loss:9.33254623\n",
      "loss:6.53152990\n",
      "loss:4.62014771\n",
      "loss:11.05227470\n",
      "loss:2.16092420\n",
      "loss:1.67343104\n",
      "loss:2.39896631\n",
      "loss:0.30643886\n",
      "loss:0.20736282\n",
      "loss:2.25540638\n",
      "loss:0.00893355\n",
      "loss:0.00526767\n",
      "loss:3.29036713\n",
      "loss:0.02541628\n",
      "loss:0.00141404\n",
      "loss:0.00157296\n",
      "loss:99.62470245\n",
      "loss:1.05057847\n",
      "loss:0.37584457\n",
      "loss:0.40051508\n",
      "loss:0.15700680\n",
      "loss:0.20238453\n",
      "loss:0.12375832\n",
      "loss:0.13182293\n",
      "loss:0.02103956\n",
      "loss:0.38588652\n",
      "loss:0.21055952\n",
      "loss:0.11283959\n",
      "loss:0.50159550\n",
      "loss:1.24315464\n",
      "loss:12.90230465\n",
      "loss:0.01407368\n",
      "loss:0.00390321\n",
      "loss:0.00214102\n"
     ]
    }
   ],
   "source": [
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "#if bidirectional=True \n",
    "power = 2 if(bidirectional) else 1\n",
    "\n",
    "gruAQI = GRUAQI(input_dim,hidden_size,num_layers,bidirectional,power).to(device)\n",
    "optimizer = torch.optim.Adam(gruAQI.parameters(), lr=lr)\n",
    "loss_func = nn.MSELoss()\n",
    "    \n",
    "\n",
    "c_state = torch.zeros(num_layers*power,batch_size,hidden_size).to(device)\n",
    "global_step = 0\n",
    "for step in range(epochs):\n",
    "    windows = int(np.ceil(300/bins))\n",
    "    for window in range(windows):\n",
    "        steps = train_df[window*bins:(window+1)*bins]\n",
    "        x = torch.from_numpy(steps[[\"PM2.5\",\"PM10\",\"SO2\",\"CO\",\"NO2\",\"O3_8h\"]].values).unsqueeze(1).float().to(device)#【bins，batch,input_size=6】(50,1,6)\n",
    "        y = torch.from_numpy(steps[\"AQI\"].values).unsqueeze(1).unsqueeze(2).float().to(device)#【bins，batch,output=1】(50,1,1)\n",
    "        prediction, c_state = gruAQI(x, c_state)  # RNN输出（预测结果，隐藏状态）\n",
    "        #将每一次输出的中间状态传递下去(不带梯度)\n",
    "        c_state = c_state.detach()  \n",
    "        loss = loss_func(prediction, y)\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        global_step += 1\n",
    "        if(global_step % 100 ==0):\n",
    "            viz.line(Y=np.array([loss.item()]), X=np.array([global_step]), update='append', win=loss_win)\n",
    "            print(\"loss:{:.8f}\".format(loss))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(model,input_data):\n",
    "    length = input_data.count()[0]\n",
    "    outs = []\n",
    "    windows = int(np.ceil(length/bins))\n",
    "    for window in range(windows):\n",
    "        prediction, c_state = gruAQI(torch.from_numpy(input_data[[\"PM2.5\",\"PM10\",\"SO2\",\"CO\",\"NO2\",\"O3_8h\"]]\n",
    "                              [window*bins:(window+1)*bins].values).unsqueeze(1).float().to(device),None)\n",
    "        outs.extend(prediction.cpu().data.numpy().flatten())\n",
    "    return outs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Loss:585.46099854\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(list(range(0,360)),df[\"AQI\"].values,\"-.\")\n",
    "plt.plot(list(range(300,360)),predict(gruAQI,test_df))\n",
    "print(\"Test Loss:{:.8f}\".format(loss_func(torch.FloatTensor(predict(gruAQI,test_df)), torch.from_numpy(test_df[\"AQI\"].values).float())))\n",
    "plt.legend([\"Raw\",\"Predict\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
